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Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis

BACKGROUND: Primary biliary cholangitis (PBC) is a classical autoimmune disease, which is highly influenced by genetic determinants. Many genome-wide association studies (GWAS) have reported that numerous genetic loci were significantly associated with PBC susceptibility. However, the effects of gen...

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Autores principales: Xiang, Bingyu, Deng, Chunyu, Qiu, Fei, Li, Jingjing, Li, Shanshan, Zhang, Huifang, Lin, Xiuli, Huang, Yukuan, Zhou, Yijun, Su, Jianzhong, Lu, Mingqin, Ma, Yunlong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8647381/
https://www.ncbi.nlm.nih.gov/pubmed/34872583
http://dx.doi.org/10.1186/s12951-021-01154-2
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author Xiang, Bingyu
Deng, Chunyu
Qiu, Fei
Li, Jingjing
Li, Shanshan
Zhang, Huifang
Lin, Xiuli
Huang, Yukuan
Zhou, Yijun
Su, Jianzhong
Lu, Mingqin
Ma, Yunlong
author_facet Xiang, Bingyu
Deng, Chunyu
Qiu, Fei
Li, Jingjing
Li, Shanshan
Zhang, Huifang
Lin, Xiuli
Huang, Yukuan
Zhou, Yijun
Su, Jianzhong
Lu, Mingqin
Ma, Yunlong
author_sort Xiang, Bingyu
collection PubMed
description BACKGROUND: Primary biliary cholangitis (PBC) is a classical autoimmune disease, which is highly influenced by genetic determinants. Many genome-wide association studies (GWAS) have reported that numerous genetic loci were significantly associated with PBC susceptibility. However, the effects of genetic determinants on liver cells and its immune microenvironment for PBC remain unclear. RESULTS: We constructed a powerful computational framework to integrate GWAS summary statistics with scRNA-seq data to uncover genetics-modulated liver cell subpopulations for PBC. Based on our multi-omics integrative analysis, 29 risk genes including ORMDL3, GSNK2B, and DDAH2 were significantly associated with PBC susceptibility. By combining GWAS summary statistics with scRNA-seq data, we found that cholangiocytes exhibited a notable enrichment by PBC-related genetic association signals (Permuted P < 0.05). The risk gene of ORMDL3 showed the highest expression proportion in cholangiocytes than other liver cells (22.38%). The ORMDL3(+) cholangiocytes have prominently higher metabolism activity score than ORMDL3(−) cholangiocytes (P = 1.38 × 10(–15)). Compared with ORMDL3(−) cholangiocytes, there were 77 significantly differentially expressed genes among ORMDL3(+) cholangiocytes (FDR < 0.05), and these significant genes were associated with autoimmune diseases-related functional terms or pathways. The ORMDL3(+) cholangiocytes exhibited relatively high communications with macrophage and monocyte. Compared with ORMDL3(−) cholangiocytes, the VEGF signaling pathway is specific for ORMDL3(+) cholangiocytes to interact with other cell populations. CONCLUSIONS: To the best of our knowledge, this is the first study to integrate genetic information with single cell sequencing data for parsing genetics-influenced liver cells for PBC risk. We identified that ORMDL3(+) cholangiocytes with higher metabolism activity play important immune-modulatory roles in the etiology of PBC. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12951-021-01154-2.
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spelling pubmed-86473812021-12-07 Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis Xiang, Bingyu Deng, Chunyu Qiu, Fei Li, Jingjing Li, Shanshan Zhang, Huifang Lin, Xiuli Huang, Yukuan Zhou, Yijun Su, Jianzhong Lu, Mingqin Ma, Yunlong J Nanobiotechnology Research BACKGROUND: Primary biliary cholangitis (PBC) is a classical autoimmune disease, which is highly influenced by genetic determinants. Many genome-wide association studies (GWAS) have reported that numerous genetic loci were significantly associated with PBC susceptibility. However, the effects of genetic determinants on liver cells and its immune microenvironment for PBC remain unclear. RESULTS: We constructed a powerful computational framework to integrate GWAS summary statistics with scRNA-seq data to uncover genetics-modulated liver cell subpopulations for PBC. Based on our multi-omics integrative analysis, 29 risk genes including ORMDL3, GSNK2B, and DDAH2 were significantly associated with PBC susceptibility. By combining GWAS summary statistics with scRNA-seq data, we found that cholangiocytes exhibited a notable enrichment by PBC-related genetic association signals (Permuted P < 0.05). The risk gene of ORMDL3 showed the highest expression proportion in cholangiocytes than other liver cells (22.38%). The ORMDL3(+) cholangiocytes have prominently higher metabolism activity score than ORMDL3(−) cholangiocytes (P = 1.38 × 10(–15)). Compared with ORMDL3(−) cholangiocytes, there were 77 significantly differentially expressed genes among ORMDL3(+) cholangiocytes (FDR < 0.05), and these significant genes were associated with autoimmune diseases-related functional terms or pathways. The ORMDL3(+) cholangiocytes exhibited relatively high communications with macrophage and monocyte. Compared with ORMDL3(−) cholangiocytes, the VEGF signaling pathway is specific for ORMDL3(+) cholangiocytes to interact with other cell populations. CONCLUSIONS: To the best of our knowledge, this is the first study to integrate genetic information with single cell sequencing data for parsing genetics-influenced liver cells for PBC risk. We identified that ORMDL3(+) cholangiocytes with higher metabolism activity play important immune-modulatory roles in the etiology of PBC. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12951-021-01154-2. BioMed Central 2021-12-06 /pmc/articles/PMC8647381/ /pubmed/34872583 http://dx.doi.org/10.1186/s12951-021-01154-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Xiang, Bingyu
Deng, Chunyu
Qiu, Fei
Li, Jingjing
Li, Shanshan
Zhang, Huifang
Lin, Xiuli
Huang, Yukuan
Zhou, Yijun
Su, Jianzhong
Lu, Mingqin
Ma, Yunlong
Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis
title Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis
title_full Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis
title_fullStr Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis
title_full_unstemmed Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis
title_short Single cell sequencing analysis identifies genetics-modulated ORMDL3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis
title_sort single cell sequencing analysis identifies genetics-modulated ormdl3(+) cholangiocytes having higher metabolic effects on primary biliary cholangitis
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8647381/
https://www.ncbi.nlm.nih.gov/pubmed/34872583
http://dx.doi.org/10.1186/s12951-021-01154-2
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